CN109522360A - A kind of large data center monitoring data visualization system and method - Google Patents
A kind of large data center monitoring data visualization system and method Download PDFInfo
- Publication number
- CN109522360A CN109522360A CN201811372242.8A CN201811372242A CN109522360A CN 109522360 A CN109522360 A CN 109522360A CN 201811372242 A CN201811372242 A CN 201811372242A CN 109522360 A CN109522360 A CN 109522360A
- Authority
- CN
- China
- Prior art keywords
- data
- display unit
- monitoring
- network
- unit
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000013079 data visualisation Methods 0.000 title claims abstract description 49
- 238000000034 method Methods 0.000 title claims abstract description 21
- 238000012544 monitoring process Methods 0.000 title claims description 96
- 238000012800 visualization Methods 0.000 claims abstract description 35
- 238000012545 processing Methods 0.000 claims abstract description 32
- 238000013523 data management Methods 0.000 claims abstract description 8
- 230000015654 memory Effects 0.000 claims description 15
- 238000007689 inspection Methods 0.000 claims description 14
- 230000007257 malfunction Effects 0.000 claims description 14
- 238000010586 diagram Methods 0.000 claims description 5
- 238000012546 transfer Methods 0.000 claims description 4
- 238000009826 distribution Methods 0.000 claims description 3
- 238000012790 confirmation Methods 0.000 abstract description 4
- 230000000007 visual effect Effects 0.000 abstract description 4
- 239000012141 concentrate Substances 0.000 abstract 1
- 238000012423 maintenance Methods 0.000 description 10
- 238000009434 installation Methods 0.000 description 7
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 241001269238 Data Species 0.000 description 1
- 238000012512 characterization method Methods 0.000 description 1
- 238000005056 compaction Methods 0.000 description 1
- 230000001934 delay Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 239000004744 fabric Substances 0.000 description 1
- 238000013467 fragmentation Methods 0.000 description 1
- 238000006062 fragmentation reaction Methods 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 230000002688 persistence Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 230000004083 survival effect Effects 0.000 description 1
Landscapes
- Data Exchanges In Wide-Area Networks (AREA)
Abstract
The present invention relates to data visualization technique fields, specifically disclose a kind of large data center data visualisation system, wherein include: data acquisition module, data acquisition module is used to acquire the status information of multiple monitored devices in real time；Data processing module, data processing module is used for process state information, and generates processing result；Data management module, data management module are used for storage state information and processing result；Data visualization module, data visualization module are used to show processing result and status information kind respectively according to O&M practical business scene with different web pages.The invention also discloses a kind of large data center data visualization methods.Large data center data visualisation system provided by the invention from multiple visual angles to monitored device carry out tissue and concentrate visualization show, facilitate different personnel under different scenes when finishing service, can quick obtaining and confirmation situation, find failure in time.
Description
Technical field
The present invention relates to data visualization technique field more particularly to a kind of large data center monitoring data visualization systems
And a kind of large data center monitoring data method for visualizing.
Background technique
As big data technology develops, all kinds of big data middlewares apply to large data center, are multi-source heterogeneous magnanimity
Data provide mobile sms service.The increase of software facility type and quantity, so that the type of monitoring data is with improve, thus
Improve the difficulty of O&M monitoring work.
Some monitoring systems are disclosed in the prior art, such as the patent document " big data of Publication No. CN106549829A
Computing platform monitoring system and method "；Patent document " the distributed O&M for IT system of Publication No. CN103001806A
Monitoring system ", the patent document " O&M monitoring system and method " of Publication No. CN106375119A etc., analyze skill therein
Art details is it is found that it lacks to the data center of mobile sms service is made of and provided a variety of big data middlewares to monitoring
Effective arrangement of data, is mainly reflected in the following aspects:
It is especially all kinds of distributed file systems, Database Systems, interior in a first aspect, work at present lacks to middleware software
The big datas middleware such as deposit data library lacks overall monitor；
Second aspect, work at present lack to the tissue of monitoring data and and practical business combination, operation maintenance personnel need according to
These data are arranged by experience.
Summary of the invention
The present invention is directed at least solve one of the technical problems existing in the prior art, a kind of large data center monitoring is provided
Data visualisation system and a kind of large data center monitoring data method for visualizing, to solve the problems of the prior art.
As the first aspect of the invention, a kind of large data center data visualisation system is provided, wherein the big number
Include: according to centre data visualization system
Data acquisition module, the data acquisition module are used to acquire the status information of multiple monitored devices in real time, wherein institute
Stating monitored device includes hardware device and middleware software；
Data processing module, the data processing module generate processing result for handling the status information；
Data management module, the data management module is for storing the status information and the processing result；
Data visualization module, the data visualization module are used for according to O&M practical business scene respectively with different web
The page shows the processing result and the status information, wherein the O&M practical business scene includes Network status monitoring field
It is any one in scape, cluster state monitoring scene, high load Mission Monitor scene, Daily Round Check scene and key monitoring scene
Kind.
Preferably, the data visualization module includes:
Network status unit, the Network status unit are used for the monitored device described in centralized displaying in a manner of network topological diagram
Internet resources operating status, Internet resources service ability and network failure information；
Cluster state unit, middleware software of the cluster state unit for monitored device described in centralized displaying run shape
State, middleware software service ability and storage resource；
Malfunction unit, the malfunction unit are used for the monitored device to break down；
Daily Round Check unit, the Daily Round Check unit are used to show the operating status of monitored device in table form；
Key monitoring unit, the key monitoring unit is for selecting the network state unit, cluster state unit and failure
The display of status information relevant to monitored device in state cell on the same web page as a result, and for showing.
Preferably, the network state unit includes:
Hardware connects display unit, and the hardware connection display unit is for showing network equipment information；
Software connects display unit, and the software connection display unit is used to show the calling situation between software；
Software and hardware connects display unit, and the software and hardware connection display unit is for showing software input/output information.
Preferably, the network equipment information includes network transfer speeds, network occupancy and network packet loss rate.
Preferably, the calling situation between the software includes receiving request total amount between middleware software, sending request
Total amount, the quantity returned the result and request success rate.
Preferably, the software input/output information include middleware software occupy network bandwidth, hard disk handling capacity and
Disk read-write data volume.
Preferably, the cluster state display unit includes:
Cluster basic information display unit, the cluster basic information display unit are used to show the monitoring shared between different clusters
Information；
Distributed file system monitors display unit, and the distributed file system monitoring display unit is for realizing a variety of distributions
The visualization of formula file system cluster monitoring index；
Memory database system monitors display unit, and the memory database system monitoring display unit is for realizing a variety of memories
The visualization of Database Systems monitor control index；
Distributed column be storage system monitoring display unit, the distributed column be storage system monitoring display unit for realizing
The visualization of storage system cluster monitoring index；
Distributed data base system monitors display unit, and the distributed data base system monitoring display unit is for realizing a variety of
The visualization of distributed data base system cluster monitoring index.
Preferably, the malfunction unit includes: that high-risk monitoring of tools is shown and vulnerable equipment monitoring display.
Preferably, the Daily Round Check unit includes:
Capacity inspection display unit, the capacity inspection display unit for realizing the monitored device capacity occupancy situation
Monitor control index visualization；
Network patrol information display unit, the network patrol information display unit for realizing the monitored device network
The visualization of the monitor control index of situation；
Equipment routing inspection information display unit, the equipment routing inspection information display unit for realizing hardware device monitor control index can
Depending on changing.
As the second aspect of the invention, a kind of large data center data visualization method is provided, wherein the big number
Include: according to centre data method for visualizing
The status information of multiple monitored devices is acquired in real time；
The status information is handled, and generates processing result；
Store the status information and the processing result；
The processing result and the status information are shown with different web pages respectively according to O&M practical business scene,
Described in O&M practical business scene include Network status monitoring scene, cluster state monitoring scene, high load Mission Monitor field
Any one in scape, Daily Round Check scene and key monitoring scene.
Large data center data visualisation system provided by the invention acquires monitored set by data acquisition module in real time
Standby status information, and it is handled and is stored, data visualization module is finally passed through according to O&M practical business scene
Visualization display is carried out, tissue is carried out to monitored device from multiple visual angles and visualization is concentrated to show, facilitates different personnel
Under different scenes when finishing service, can quick obtaining and confirmation situation, find failure in time.
Detailed description of the invention
The drawings are intended to provide a further understanding of the invention, and constitutes part of specification, with following tool
Body embodiment is used to explain the present invention together, but is not construed as limiting the invention.In the accompanying drawings:
Fig. 1 is the structural block diagram of large data center data visualisation system provided by the invention.
Fig. 2 is the flow chart of large data center data visualization method provided by the invention.
Specific embodiment
Below in conjunction with attached drawing, detailed description of the preferred embodiments.It should be understood that this place is retouched
The specific embodiment stated is merely to illustrate and explain the present invention, and is not intended to restrict the invention.
As the first aspect of the invention, a kind of large data center data visualisation system is provided, wherein such as Fig. 1 institute
Show, the large data center data visualisation system 100 includes:
Data acquisition module 110, the data acquisition module 110 are used to acquire the status information of multiple monitored devices in real time,
Wherein the monitored device includes hardware device and middleware software；
Data processing module 120, the data processing module 120 generate processing result for handling the status information；
Data management module 130, the data management module 130 is for storing the status information and the processing result；
Data visualization module 140, the data visualization module 140 are used for according to O&M practical business scene respectively with difference
Web page show the processing result and the status information, wherein the O&M practical business scene includes Network status
Appointing in monitoring scene, cluster state monitoring scene, high load Mission Monitor scene, Daily Round Check scene and key monitoring scene
It anticipates one kind.
Large data center data visualisation system provided by the invention acquires monitored set by data acquisition module in real time
Standby status information, and it is handled and is stored, data visualization module is finally passed through according to O&M practical business scene
Visualization display is carried out, tissue is carried out to monitored device from multiple visual angles and visualization is concentrated to show, facilitates different personnel
Under different scenes when finishing service, can quick obtaining and confirmation situation, find failure in time.
Specifically, the data acquisition module 110 is used to acquire and converge the status information of multiple monitored devices, wherein
The monitored device includes hardware device and middleware software, and the hardware device includes the network equipment, calculates equipment and deposit
Equipment is stored up, the middleware software includes distributed file system, memory database system, distributed column storage system and divides
Cloth Database Systems etc..
Specifically, the data visualization module 140 is from O&M practical business scene, arranges monitor control index, and with
Different web pages carries out as the result is shown.Operation maintenance personnel, can be from some when executing some large data center monitor task
The display result for executing required by task is obtained in the page.The monitor control index includes various installations and facilities running state informations and place
Result information is managed, the O&M practical business scene includes Network status monitoring scene, cluster state monitoring scene, high load times
Business monitoring scene, Daily Round Check scene, key monitoring scene.
Data center includes plurality of devices facility, and multi-level monitoring data makes operation maintenance personnel in daily monitoring and fortune
It ties up in work, needs rule of thumb to extract and arrange these data, to judge system status and positioning failure, this generally requires to transport
Dimension personnel have stronger ability, and consume the plenty of time and could obtain.Large data center monitoring data visualization system according to
Large data center O&M feature reorganizes from business scenario level and arranges these data, operation maintenance personnel is facilitated to judge system
Situation and positioning failure.
Specifically, the data visualization module 140 includes:
Network status unit, the Network status unit are used for the monitored device described in centralized displaying in a manner of network topological diagram
Internet resources operating status, Internet resources service ability and network failure information；
Specifically, Network status unit in monitored device facility described in centralized displaying, can be described in a manner of network topological diagram
Internet resources operating status, ability or the monitor control index for characterizing network failure complete network status monitoring field for operation maintenance personnel
Scape simultaneously finds network failure in time.
Cluster state unit, middleware software fortune of the cluster state unit for monitored device described in centralized displaying
Row state, middleware software service ability and storage resource；
Specifically, in monitored device facility described in cluster state unit centralized displaying, can describe calculating, storage resource, in
Between part software operation state, ability data information or characterize the monitor control indexes of these installations and facilities failures, be used for operation maintenance personnel
Cluster state monitoring scene is completed, clustering fault is found in time, wherein the cluster refers to that more are equipped with middleware software
Hardware device.
Malfunction unit, the malfunction unit are used for the monitored device to break down；
Specifically, when malfunction unit completes high load Mission Monitor scene for operation maintenance personnel, most probable hair is found in time
The installations and facilities of raw failure, malfunction module are divided into failure, the equipment for being easy to happen failure frequent occurrence according to installations and facilities
Two classes show installations and facilities according to classification, and are ranked up according to monitor control index to the installations and facilities in each classification.
Daily Round Check unit, the Daily Round Check unit are used to show the operation shape of monitored device in table form
State；
Specifically, Daily Round Check unit for most probable to be gone wrong, most important monitor control index with list mode be in
It is existing, operation maintenance personnel is assisted in when completing Daily Round Check scene, and the multiple results of quick obtaining check system running state.
Key monitoring unit, the key monitoring unit for select the network state unit, cluster state unit and
The display of status information relevant to monitored device in malfunction unit is as a result, and in the same web page
Display.
Specifically, key monitoring unit be customized by the user selection network state, cluster state, in malfunction with appoint
The display for associated monitoring index of being engaged in a Web page as a result, show, for operation maintenance personnel completion key monitoring scene.
Further specifically, the network state unit includes:
Hardware connects display unit, and the hardware connection display unit is for showing network equipment information；
Specifically, hardware connection display unit is for showing network equipment information, including multiple network monitoring indexs can
Depending on changing, specifically include: the indexs such as network transfer speeds, occupancy, packet loss.
Software connects display unit, and the software connection display unit is used to show the calling situation between software；
Specifically, the software connection display unit is for the calling situation between software, including multiple network monitoring indexs
Visualization, specifically includes: receiving request total amount between the middleware software, the quantity for sending request total amount, returning the result, asks
Hope for success the indexs such as power.
Software and hardware connects display unit, and the software and hardware connection display unit is for showing software input/output information.
Specifically, the software and hardware connection display unit is used for software input/output information, refers to comprising multiple network monitorings
Target visualization, specifically includes: network bandwidth, hard disk handling capacity, the disk read-write data volume etc. that the middleware software occupies
Monitor control index.
Preferably, the network equipment information includes network transfer speeds, network occupancy and network packet loss rate.
Preferably, the calling situation between the software includes receiving request total amount between middleware software, sending request
Total amount, the quantity returned the result and request success rate.
Specifically, the software input/output information include middleware software occupy network bandwidth, hard disk handling capacity and
Disk read-write data volume.
Specifically, the cluster state display unit includes:
Cluster basic information display unit, the cluster basic information display unit are used to show the monitoring shared between different clusters
Information；
Specifically, the cluster basic information display unit, it is specific to wrap for showing the monitor control index shared between different clusters
It includes: middleware names version, continuous working period, survival condition, system population size, used capacity, data total number
Equal monitor control indexes.
Distributed file system monitors display unit, and the distributed file system monitoring display unit is for realizing a variety of
The visualization of distributed file system cluster monitoring index；
Specifically, the distributed file system monitors display unit, for realizing a variety of distributions such as HDFS, MooseFS, TFS
The visualization of formula file system cluster monitoring index, specifically includes: population size situation reads file/bulk condition, write-in text
The monitor control indexes such as file/bulk condition that part/bulk condition, postponement or mistake are written.
Memory database system monitors display unit, and the memory database system monitoring display unit is for realizing a variety of
The visualization of memory database system monitor control index；
Specifically, memory database system monitors display unit, for realizing a variety of memory databases such as Redis, Memcached
The visualization of system monitoring index, specifically includes: memory using accounting, process itself using memory size, memory fragmentation rate, ask
Key is asked to be hit the monitor control indexes such as situation, persistence situation, bond space state, response time.
Distributed column is storage system monitoring display unit, and the distributed column is that storage system monitoring display unit is used for
Realize the visualization of storage system cluster monitoring index；
Specifically, the distributed column storage system monitors display unit, includes HBASE storage system cluster monitoring index
Visualization specifically includes the monitoring such as cache condition, read-write Hlog situation, Flush processing conditions, Compaction processing conditions and refers to
Mark.
Distributed data base system monitors display unit, distributed data base system monitoring display unit for realizing
The visualization of a variety of distributed data base system cluster monitoring indexs.
Specifically, the distributed data base system monitors display unit, includes MySQL, Postgres-XL, HWAQ etc.
The visualization of a variety of distributed data base system cluster monitoring indexs, specifically includes: capacity condition, cache condition, connection state,
The monitor control indexes such as request situation, order practice condition.
Specifically, the malfunction unit includes: that high-risk monitoring of tools is shown and vulnerable equipment monitoring display.
Specifically, the malfunction module finds faulty equipment or node for operation maintenance personnel in time, according to monitoring
Index will usually occur failure, be easy to happen failure and the installations and facilities paid close attention to needed to be classified and sorted, and show simultaneously
Show these monitor control indexes, specifically monitors display unit comprising high-risk monitoring of tools display unit, vulnerable equipment；The high-risk equipment
Display unit is monitored, is visualized for realizing the monitor control index of faulty equipment frequent occurrence, the monitored device is according to monitoring
Index is ranked up, and the monitor control index of the high-risk monitoring of tools display unit, which specifically includes, to submit a question, closes extremely, is different
Normal off is opened and alarms quantity etc.；
The vulnerable equipment monitors display unit, for realizing to long-term heavy-duty service, be easy to happen the monitor control index of failure
Visualization, the monitored device are ranked up according to monitor control index, the monitor control index of the vulnerable equipment monitoring display unit
Specifically include continuous working period, all kinds of resource high load capacity duration, newly-built connection number and process number etc..
Specifically, the Daily Round Check unit includes:
Capacity inspection display unit, the capacity inspection display unit for realizing the monitored device capacity occupancy situation
Monitor control index visualization；
Network patrol information display unit, the network patrol information display unit for realizing the monitored device network
The visualization of the monitor control index of situation；
Specifically, the capacity inspection information display unit occupies for realizing capacity is described in the monitored device facility
The visualization of the monitor control index of situation.
Specifically, the network patrol information display unit, for realizing characterization monitored device facility network condition
The visualization of monitor control index, specifically comprising monitor control indexes such as packet loss amount, packet loss, average delays.
Equipment routing inspection information display unit, the equipment routing inspection information display unit is for realizing hardware device monitor control index
Visualization.
Specifically, the equipment routing inspection information display unit, the hardware device closed and restarted for realizing frequent exception
The visualization of monitor control index specifically includes the nearest shut-in time, and this week opening times, this week close the monitor control indexes such as number.
As the second aspect of the invention, a kind of large data center data visualization method is provided, wherein such as Fig. 2 institute
Show, the large data center data visualization method includes:
S110, the status information for acquiring multiple monitored devices in real time；
S120, the processing status information, and generate processing result；
S130, the status information and the processing result are stored；
S140, show that the processing result and the state are believed respectively according to O&M practical business scene with different web pages
Breath, wherein the O&M practical business scene includes Network status monitoring scene, cluster state monitoring scene, high load task prison
Control any one in scene, Daily Round Check scene and key monitoring scene.
Large data center data visualization method provided by the invention, the state by acquiring monitored device in real time are believed
Breath, and it is handled and is stored, finally visualized according to O&M practical business scene by data visualization module
Display carries out tissue to monitored device from multiple visual angles and visualization is concentrated to show, facilitates different personnel in different scenes
When lower finishing service, can quick obtaining and confirmation situation, find failure in time.
It is understood that the principle that embodiment of above is intended to be merely illustrative of the present and the exemplary implementation that uses
Mode, however the present invention is not limited thereto.For those skilled in the art, essence of the invention is not being departed from
In the case where mind and essence, various changes and modifications can be made therein, these variations and modifications are also considered as protection scope of the present invention.
Claims (10)
1. a kind of large data center data visualisation system, which is characterized in that the large data center data visualisation system packet
It includes:
Data acquisition module, the data acquisition module are used to acquire the status information of multiple monitored devices in real time, wherein institute
Stating monitored device includes hardware device and middleware software；
Data processing module, the data processing module generate processing result for handling the status information；
Data management module, the data management module is for storing the status information and the processing result；
Data visualization module, the data visualization module are used for according to O&M practical business scene respectively with different web
The page shows the processing result and the status information, wherein the O&M practical business scene includes Network status monitoring field
It is any one in scape, cluster state monitoring scene, high load Mission Monitor scene, Daily Round Check scene and key monitoring scene
Kind.
2. large data center data visualisation system according to claim 1, which is characterized in that the data visualization mould
Block includes:
Network status unit, the Network status unit are used for the monitored device described in centralized displaying in a manner of network topological diagram
Internet resources operating status, Internet resources service ability and network failure information；
Cluster state unit, middleware software of the cluster state unit for monitored device described in centralized displaying run shape
State, middleware software service ability and storage resource；
Malfunction unit, the malfunction unit are used for the monitored device to break down；
Daily Round Check unit, the Daily Round Check unit are used to show the operating status of monitored device in table form；
Key monitoring unit, the key monitoring unit is for selecting the network state unit, cluster state unit and failure
The display of status information relevant to monitored device in state cell on the same web page as a result, and for showing.
3. large data center data visualisation system according to claim 2, which is characterized in that the network state unit
Include:
Hardware connects display unit, and the hardware connection display unit is for showing network equipment information；
Software connects display unit, and the software connection display unit is used to show the calling situation between software；
Software and hardware connects display unit, and the software and hardware connection display unit is for showing software input/output information.
4. large data center data visualisation system according to claim 3, which is characterized in that the network equipment information
Including network transfer speeds, network occupancy and network packet loss rate.
5. large data center data visualisation system according to claim 3, which is characterized in that the tune between the software
It include receiving request total amount between middleware software, send request total amount, the quantity returned the result and requesting success rate with situation.
6. large data center data visualisation system according to claim 3, which is characterized in that the software input and output
Information includes network bandwidth, hard disk handling capacity and the disk read-write data volume that middleware software occupies.
7. large data center data visualisation system according to claim 2, which is characterized in that the cluster state is shown
Unit includes:
Cluster basic information display unit, the cluster basic information display unit are used to show the monitoring shared between different clusters
Information；
Distributed file system monitors display unit, and the distributed file system monitoring display unit is for realizing a variety of distributions
The visualization of formula file system cluster monitoring index；
Memory database system monitors display unit, and the memory database system monitoring display unit is for realizing a variety of memories
The visualization of Database Systems monitor control index；
Distributed column be storage system monitoring display unit, the distributed column be storage system monitoring display unit for realizing
The visualization of storage system cluster monitoring index；
Distributed data base system monitors display unit, and the distributed data base system monitoring display unit is for realizing a variety of
The visualization of distributed data base system cluster monitoring index.
8. large data center data visualisation system according to claim 2, which is characterized in that the malfunction unit
It include: that high-risk monitoring of tools is shown and vulnerable equipment monitoring display.
9. large data center data visualisation system according to claim 2, which is characterized in that the Daily Round Check unit
Include:
Capacity inspection display unit, the capacity inspection display unit for realizing the monitored device capacity occupancy situation
Monitor control index visualization；
Network patrol information display unit, the network patrol information display unit for realizing the monitored device network
The visualization of the monitor control index of situation；
Equipment routing inspection information display unit, the equipment routing inspection information display unit for realizing hardware device monitor control index can
Depending on changing.
10. a kind of large data center data visualization method, which is characterized in that the large data center data visualization method packet
It includes:
The status information of multiple monitored devices is acquired in real time；
The status information is handled, and generates processing result；
Store the status information and the processing result；
The processing result and the status information are shown with different web pages respectively according to O&M practical business scene,
Described in O&M practical business scene include Network status monitoring scene, cluster state monitoring scene, high load Mission Monitor field
Any one in scape, Daily Round Check scene and key monitoring scene.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811372242.8A CN109522360A (en) | 2018-11-16 | 2018-11-16 | A kind of large data center monitoring data visualization system and method |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811372242.8A CN109522360A (en) | 2018-11-16 | 2018-11-16 | A kind of large data center monitoring data visualization system and method |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN109522360A true CN109522360A (en) | 2019-03-26 |
Family
ID=65778731
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201811372242.8A Pending CN109522360A (en) | 2018-11-16 | 2018-11-16 | A kind of large data center monitoring data visualization system and method |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN109522360A (en) |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110231974A (en) * | 2019-06-06 | 2019-09-13 | 深圳前海微众银行股份有限公司 | O&M information visuallization method, apparatus, equipment and readable storage medium storing program for executing |
| CN110995528A (en) * | 2019-11-14 | 2020-04-10 | 上海金仕达软件科技有限公司 | Jellyfish graph-based visual network state monitoring method and application system thereof |
| CN111124808A (en) * | 2019-11-29 | 2020-05-08 | 北京浪潮数据技术有限公司 | Distributed storage monitoring method, system, equipment and computer storage medium |
| CN111984495A (en) * | 2019-05-21 | 2020-11-24 | 武汉金山办公软件有限公司 | Big data monitoring method and device and storage medium |
| CN116074209A (en) * | 2023-02-20 | 2023-05-05 | 中移动信息技术有限公司 | Data prediction method, device, equipment and computer storage medium |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103491354A (en) * | 2013-10-10 | 2014-01-01 | 国家电网公司 | System operation monitoring and controlling visual platform |
| CN106549829A (en) * | 2016-10-28 | 2017-03-29 | 北方工业大学 | Big data calculating platform monitoring system and method |
| CN107748946A (en) * | 2017-09-06 | 2018-03-02 | 国家电网公司 | Electric power optical transmission device state-detection evaluation system |
| CN108512691A (en) * | 2018-02-07 | 2018-09-07 | 复旦大学 | Cloud automatic early-warning O＆M monitoring system based on Hadoop |
-
2018
- 2018-11-16 CN CN201811372242.8A patent/CN109522360A/en active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103491354A (en) * | 2013-10-10 | 2014-01-01 | 国家电网公司 | System operation monitoring and controlling visual platform |
| CN106549829A (en) * | 2016-10-28 | 2017-03-29 | 北方工业大学 | Big data calculating platform monitoring system and method |
| CN107748946A (en) * | 2017-09-06 | 2018-03-02 | 国家电网公司 | Electric power optical transmission device state-detection evaluation system |
| CN108512691A (en) * | 2018-02-07 | 2018-09-07 | 复旦大学 | Cloud automatic early-warning O＆M monitoring system based on Hadoop |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111984495A (en) * | 2019-05-21 | 2020-11-24 | 武汉金山办公软件有限公司 | Big data monitoring method and device and storage medium |
| CN110231974A (en) * | 2019-06-06 | 2019-09-13 | 深圳前海微众银行股份有限公司 | O&M information visuallization method, apparatus, equipment and readable storage medium storing program for executing |
| CN110995528A (en) * | 2019-11-14 | 2020-04-10 | 上海金仕达软件科技有限公司 | Jellyfish graph-based visual network state monitoring method and application system thereof |
| CN111124808A (en) * | 2019-11-29 | 2020-05-08 | 北京浪潮数据技术有限公司 | Distributed storage monitoring method, system, equipment and computer storage medium |
| CN116074209A (en) * | 2023-02-20 | 2023-05-05 | 中移动信息技术有限公司 | Data prediction method, device, equipment and computer storage medium |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN109522360A (en) | A kind of large data center monitoring data visualization system and method | |
| CN107092522B (en) | Real-time data calculation method and device | |
| KR101916847B1 (en) | Cross-cloud management and troubleshooting | |
| CN114500250B (en) | System linkage comprehensive operation and maintenance system and method in cloud mode | |
| CN107864222A (en) | A kind of industrial big data computing architecture based on PaaS platform | |
| CN105677836A (en) | Big data processing and solving system simultaneously supporting offline data and real-time online data | |
| CN111158983A (en) | Integrated operation and maintenance management system | |
| KR20150112357A (en) | Sensor data processing system and method thereof | |
| CN105302697B (en) | A kind of running state monitoring method and system of density data model database | |
| CN109885624A (en) | Data processing method, device, computer equipment and storage medium | |
| CN106407244A (en) | Multi-database-based data query method, system and apparatus | |
| CN108052358B (en) | Distributed deployment system and method | |
| CN111245672A (en) | Monitoring method and system for general extensible tracking service full link | |
| CN108388626A (en) | SQL automatic optimization methods, device, computer equipment and storage medium | |
| CN114090580A (en) | Data processing method, device, equipment, storage medium and product | |
| CN110505444A (en) | Safety defense monitoring system based on big data | |
| CN109753401A (en) | Monitoring method, collection terminal, control end, monitoring system and device | |
| KR20220166760A (en) | Apparatus and method for managing trouble using big data of 5G distributed cloud system | |
| CN109918260A (en) | A kind of monitoring method and device of item code | |
| CN117632897A (en) | Dynamic capacity expansion and contraction method and device | |
| CN116629802A (en) | Big data platform system for railway port station | |
| KR102093764B1 (en) | Managment server for managing the server and storage | |
| CN109918354B (en) | HDFS-based disk positioning method, device, equipment and medium | |
| Martinez-Mosquera et al. | Development and evaluation of a big data framework for performance management in mobile networks | |
| CN108156061B (en) | esb monitoring service platform |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20190326 |